Do we have cross-language vector space for word embedding?
You can try to read about MUSE (Multilingual Unsupervised and Supervised Embeddings) by Facebook. You can read it from its Github or this article. They also provide the FastText dictionary format (.vec file) for some languages. 

Their original paper shows how it aligns the vector of words from two different languages: